2026

• de Pinho Queiroz, Luana; Souza Lima, Patrick; Pessoa, Robson Wilson Silva; Martens, Harald; Nogueira, Idelfonso B. R.; Ribeiro, A. M.. (2026) Chemometrics for flavor science: Mapping structure–perception relationships using PCA and Fuzzy C-Means. Digital Chemical Engineering
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Nogueira, Idelfonso B. R.; Knuutila, Hanna Katariina. (2026) Data-Driven and Hybrid Modelling for Optimisation, Control, and Digital Twins in Chemical Engineering Challenges. Norges teknisk-naturvitenskapelige universitet
  Doktoravhandling
• Arrais Romero Dias Lima, Fernando; Almeida Costa, Erbet; Leblebici, Mumin Enis; Secchi, Argimiro Resende; Souza, Maurício B. de; Bessa Dos Reis Nogueira, Idelfonso. (2026) Symbolic Regression-Based Robust Control of Batch Crystallization: Design and PLC Implementation. Industrial & Engineering Chemistry Research
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Bessa Dos Reis Nogueira, Idelfonso. (2026) Offset-free Lyapunov-based stabilising robust nonlinear control using data-driven model: A nonlinear multi-model computationally efficient approach. Control Engineering Practice
  Vitenskapelig artikkel
• Moreira, Lorena Claudia de Souza; de Menezes Rebello, Carine; Bessa Dos Reis Nogueira, Idelfonso. (2026) Augmented reality in architectural heritage preservation: a comprehensive digitization approach validated in Salvador’s Pelourinho district–Brazil. Cogent Arts & Humanities
  Vitenskapelig artikkel
• Amaral, Guilherme C.; Rios, Albertina G.; Rodrigues, Alírio E.; Ribeiro, Ana M.; Rodrigues, Diogo; Bessa Dos Reis Nogueira, Idelfonso; Ferreira, Alexandre F.P.. (2026) Parameter estimation of a size-exclusion simulated moving bed for protein purification via meta-heuristic methods with estimability analysis and uncertainty evaluation. Chemical Engineering Science (CES)
  Vitenskapelig artikkel
• Almeida Costa, Erbet; de Menezes Rebello, Carine; Bessa Dos Reis Nogueira, Idelfonso. (2026) RTO and advanced process control for electric submersible pumps using surrogate models. Journal of Process Control
  Vitenskapelig artikkel
• Almeida Costa, Erbet; Skogestad, Sigurd; Bessa Dos Reis Nogueira, Idelfonso. (2026) MAASC — Multi-Agentic Architecture Specialised for Control. Journal of Process Control
  Vitenskapelig artikkel
• de Pinho Queiroz, Luana; Pessoa, Robson Wilson Silva; Caldas, Alcides S.; Ribeiro, Ronilda Iyakemi; Ribeiro, Ana Mafalda; Strlic, Matija; Bembibre, Cecilia; Bessa Dos Reis Nogueira, Idelfonso. (2026) Bahia’s Dendê and the Forgotten Knowledge: Cultural Heritage, Sustainability, and the Marginalization of Afro-Brazilian Traditions. Heritage
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Caprio, Ulderico Di; Steen-Hansen, Jenny; Rodrigues, Bruno; Almeida Costa, Erbet; Santos, Anderson Rapello dos; Esposito, Flora; Leblebici, Mumin Enis; Bessa Dos Reis Nogueira, Idelfonso. (2026) ExPUFFIN: Thermodynamic consistent viscosity prediction in an Extended Path-Unifying Feed-Forward Interfaced Network. Chemical Engineering Journal Advances
  Vitenskapelig artikkel
• Arrais Romero Dias Lima, Fernando; Abdelrehim, Anas; Bharambe, Ashutosh; Micluţa-Câmpeanu, Marius; Gandhi, Dhairya; Singhvi, Anshul; Bhat, Venkateshprasad; Piibeleht, Morten; Secchi, Argimiro R.; Souza, Maurício B.de. (2026) Improving process systems engineering with specialized multi-agent large language models. Chemical Engineering Journal Advances
  Vitenskapelig artikkel
• Arrais Romero Dias Lima, Fernando; Moraes, Marcellus G.F. de; Leblebici, M. Enis; Secchi, Argimiro R.; Souza, Maurício B. de; Nogueira, Idelfonso B. R.. (2026) A robust framework based on symbolic regression to develop controllers for crystallization processes. Journal of Process Control
  Vitenskapelig artikkel
• Arrais Romero Dias Lima, Fernando; Nogueira, Idelfonso B. R.; Secchi, Argimiro Resende; Jr., Mauricio Bezerra de Souza; Leblebici, Mumin Enis. (2026) Machine Learning-Enhanced Process Systems Engineering for Modeling, Monitoring, and Control with Applications to Crystallization Processes. Norges teknisk-naturvitenskapelige universitet
  Doktoravhandling

2025

• Almeida Costa, Erbet; Abreu, Odilon Santana Luiz de; Reges, Galdir; de Menezes Rebello, Carine; Fontana, Marcio; Ribeiro, Marcos Pellegrini; Nogueira, Idelfonso B. R.; Schnitman, Leizer. (2025) Standard MPC and Inputs-Target MPC implementation comparison in ESP systems. IFAC-PapersOnLine
  Vitenskapelig artikkel
• Lima, Fernando Arrais R.D.; Faria, Ruan R.; Moraes, Marcellus G.F. de; Secchi, Argimiro R.; Nogueira, Idelfonso B. R.; Souza, Maurício B. de. (2025) Controlling Paracetamol Batch Crystallization in Ethanol by Reinforcement Learning. IFAC-PapersOnLine
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Abreu, Odilon Santana Luiz De; Reges, Galdir; Viena Santana, Vinicius; Mendes, Tefilo Paiva Guimares; Fontana, Marcio; Bacellar, Francisco Raphael Ribeiro; Ribeiro, Marcos Pellegrini; Foresti, Bernardo Pereira. (2025) Application of Recurrent Neural Networks for Predictive Modeling of Electrical Submersible Pumps in Oil Extraction. IFAC-PapersOnLine
  Vitenskapelig artikkel
• Rodrigues, Bruno; de Pinho Queiroz, Luana; Fleming, Bernardo; Vieira, Noemi J.; Ribeiro, Ronilda Iyakemi; Caldas, Alcides S.; Leblebici, Mumin Enis; Strlic, Matija; Bessa Dos Reis Nogueira, Idelfonso. (2025) Tracing Yoruba Heritage in Brazil Through Olfactory Landscapes: A Sensory Approach to Cultural Heritage. Heritage
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Jäschke, Johannes Ernst Peter; Nogueira, Idelfonso B. R.. (2025) Digital Twin for Autonomous Decision-Making in Gas Lift Operations: Improving Reliability and Adaptability. IFAC-PapersOnLine
  Vitenskapelig artikkel
• Boy, Onur Can; Nogueira, Idelfonso B. R.; Caprio, Ulderico Di; Leblebici, Mumin Enis. (2025) AI-aided process intensification of structures. Chemical Engineering and Processing
  Vitenskapelig oversiktsartikkel
• Souza Lima, Patrick; Ferreira Bernardino, Lucas; Skogestad, Sigurd; Nogueira, Idelfonso B. R.. (2025) Comparative Analysis of Control Structures in Core Annular Flow Systems: A CFD Simulation Study. IFAC-PapersOnLine
  Vitenskapelig artikkel
• Arrais Romero Dias Lima, Fernando; Moraes, Marcellus G.F. de; de Menezes Rebello, Carine; Barreto, Amaro G.; Secchi, Argimiro R.; Souza, Maurício B. de; Nogueira, Idelfonso B. R.. (2025) Interpretable and uncertainty-aware machine learning for trustworthy prediction in batch crystallization. Chemical Engineering and Processing
  Vitenskapelig artikkel
• Voltolini, Leonardo; Arrais Romero Dias Lima, Fernando; de Menezes Rebello, Carine; Itabaiana, Ivaldo; Nogueira, Idelfonso B. R.; Secchi, Argimiro Resende; Souza, Maurício B. de. (2025) Machine learning framework to predict product distribution of lignocellulosic biomass pyrolysis. Bioresource Technology
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Nogueira, Idelfonso B. R.. (2025) Digital twins in chemical engineering: An integrated framework for identification, implementation, online learning, and uncertainty assessment. Computers and Chemical Engineering
  Vitenskapelig artikkel

2024

• Santana, Vinicius; Rebello, Carine Menezes; Queiroz, Luana P.; Ribeiro, Ana Mafalda; Shardt, Nadia; Nogueira, Idelfonso B. R.. (2024) PUFFIN: A path-unifying feed-forward interfaced network for vapor pressure prediction. Chemical Engineering Science (CES)
  Vitenskapelig artikkel
• Almeida Costa, Erbet; Rebello, Carine Menezes; Schnitman, Leizer; Loureiro, José Miguel; Ribeiro, Ana Mafalda; Nogueira, Idelfonso B. R.. (2024) Adaptive digital twin for pressure swing adsorption systems: Integrating a novel feedback tracking system, online learning and uncertainty assessment for enhanced performance. Engineering Applications of Artificial Intelligence
  Vitenskapelig artikkel
• Mendes, Teófilo Paiva Guimarães; Ribeiro, Ana Mafalda; Schnitman, Leizer; Nogueira, Idelfonso B. R.. (2024) A PLC-Embedded Implementation of a Modified Takagi–Sugeno–Kang-Based MPC to Control a Pressure Swing Adsorption Process. Processes
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Deiró, Gabriela Fontes; Knuutila, Hanna Katariina; Moreira, Lorena Claudia de Souza; Nogueira, Idelfonso B. R.. (2024) Augmented reality for chemical engineering education. Education for Chemical Engineers
  Vitenskapelig artikkel
• Moreira, Lorena Claudia de Souza; de Menezes Rebello, Carine; Almeida Costa, Erbet; Sánchez, Antonio Santos; Ribeiro, Lucília S.; Nogueira, Idelfonso B. R.. (2024) Digital Transformation in the Chemical Industry: The Potential of Augmented Reality and Digital Twin. Applied Sciences
  Vitenskapelig oversiktsartikkel
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Sánchez, Antonio Santos; Vides, Fredy; Nogueira, Idelfonso B. R.. (2024) Assuring optimality in surrogate-based optimization: A novel theorem and its practical implementation in pressure swing adsorption optimization. Canadian Journal of Chemical Engineering
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Nogueira, Idelfonso B. R.. (2024) Optimizing CO2 capture in pressure swing adsorption units: A deep neural network approach with optimality evaluation and operating maps for decision-making. Separation and Purification Technology
  Vitenskapelig artikkel
• Rodrigues, Bruno; Viena Santana, Vinicius; Murins, Sandris; Nogueira, Idelfonso B. R.. (2024) Molecule Generation and Optimization for Efficient Fragrance Creation. Industrial & Engineering Chemistry Research
  Vitenskapelig artikkel
• de Menezes Rebello, Carine; Almeida Costa, Erbet; Fontana, Marcio; Schnitman, Leizer; Nogueira, Idelfonso B. R.. (2024) Interpretable Scientific Machine Learning Approach for Correcting Phenomenological Models: Methodology Validation on an ESP Prototype. Industrial & Engineering Chemistry Research
  Vitenskapelig artikkel
• Ito Iwakiri, Igor Gabriel; Delgado, Nuno M.; Nogueira, Idelfonso B. R.. (2024) Introducing a new model for solid-state batteries: Parameter estimation and sensitivity analysis on diffusion, concentration, and electrochemical kinetics. Electrochimica Acta
  Vitenskapelig artikkel
• Queiroz, L.P.; Nogueira, Idelfonso B. R.; Ribeiro, A.M.. (2024) Flavor Engineering: A comprehensive review of biological foundations, AI integration, industrial development, and socio-cultural dynamics. Food Research International
  Vitenskapelig oversiktsartikkel
• Santana, Vinícius V.; Carmo, Paulo; Seabra, Rute; Rodrigues, Alírio E.; Ribeiro, Ana Mafalda; Nogueira, Idelfonso B. R.; Yoon, Ji Woong; Cho, Kyung Ho; Yun, Ji Sub; Lee, U-Hwang. (2024) Ethylene Purification by Pressure Swing Adsorption with the Paraffin Selective Metal-Organic Framework─DUT-8. Industrial & Engineering Chemistry Research
  Vitenskapelig artikkel
• Almeida Costa, Erbet; Skogestad, Sigurd; Nogueira, Idelfonso B. R.. (2024) NC-SIMC: Neuro-Controller Simple Internal Model Control. IFAC-PapersOnLine
  Vitenskapelig artikkel
• Almeida Costa, Erbet; de Menezes Rebello, Carine; Viena Santana, Vinicius; Nogueira, Idelfonso B. R.. (2024) Machine learning multi-step-ahead modelling with uncertainty assessment. IFAC-PapersOnLine
  Vitenskapelig artikkel
• Sanchez, Antonio; Bessa Dos Reis Nogueira, Idelfonso. (2024) Nutrient recovery in wastewater treatment plants through biosolids and struvite precipitation: Case study in Panama City. Cleaner Water
  Vitenskapelig artikkel
• Souza Lima, Patrick; Almeida Costa, Erbet; Mendes, Teófilo Paiva Guimarães; Schnitman, Leizer; Skogestad, Sigurd; Bessa Dos Reis Nogueira, Idelfonso. (2024) Simple control structure for stabilizing Core Annular Flow operation in heavy oil transportation. Computers and Chemical Engineering
  Vitenskapelig artikkel
• Prudente, Anderson N.; Santos, Rodrigo V.A.; Ribeiro, Ana M.; Pontes, Karen V.; Nogueira, Idelfonso B. R.. (2024) An integrated approach for parameter estimation of a propyl propionate synthesis model. Chemical engineering research & design
  Vitenskapelig artikkel
• Almeida Costa, Erbet; Rebello, Carine Menezes; Viena Santana, Vinicius; Reges, Galdir; Silva, Tiago de Oliveira; Abreu, Odilon Santana Luiz de; Ribeiro, Marcos Pellegrini; Foresti, Bernardo Pereira; Fontana, Marcio; Nogueira, Idelfonso B. R.. (2024) An uncertainty approach for Electric Submersible Pump modeling through Deep Neural Network. Heliyon
  Vitenskapelig artikkel
• Rodrigues, Bruno; Viena Santana, Vinicius; Queiroz, Luana P.; de Menezes Rebello, Carine; Nogueira, Idelfonso B. R.. (2024) Harnessing graph neural networks to craft fragrances based on consumer feedback. Computers and Chemical Engineering
  Vitenskapelig artikkel
• Lim, Myung Kyun; Yun, Ji Sub; Cho, Kyung Ho; Yoon, Ji Woong; Lee, U-Hwang; Ferreira, Alexandre; Ribeiro, Ana Mafalda; Nogueira, Idelfonso B. R.; Park, Jaedeuk; Kim, Jin-Kuk. (2024) Multi-objective optimization of ANN-based vacuum pressure swing adsorption process for ethane and ethylene separation. Journal of Industrial and Engineering Chemistry
  Vitenskapelig artikkel

2023

• Silva, Beatriz C.; Rebello, Carine Menezes; Rodrigues, Alírio E.; Ribeiro, Ana M.; Ferreira, Alexandre F. P.; Nogueira, Idelfonso B. R.. (2023) Metaheuristic Framework for Material Screening and Operating Optimization of Adsorption-Based Heat Pumps. ACS Omega
  Vitenskapelig artikkel
• Yun, Ji Sub; Cho, Kyung Ho; Lim, Myung Kyun; Yoon, Ji Woong; Ferreira, Alexandre; Ribeiro, Ana Mafalda; Carmo, Paulo; Nogueira, Idelfonso B. R.; Park, Yong-Ki; Park, Jaedeuk. (2023) Process modeling and optimization of vacuum pressure swing adsorption for ethane and ethylene separation using Cu(Qc)<inf>2</inf> MOF. Separation and Purification Technology
  Vitenskapelig artikkel
• Martins, Márcio A.F.; Rodrigues, Alírio E.; Loureiro, José M.; Ribeiro, Ana M.; Nogueira, Idelfonso B. R.. (2023) Handling model uncertainty in control of a pressure swing adsorption unit for syngas purification: A multi-model zone control scheme-based robust model predictive control strategy. Separation and Purification Technology
  Vitenskapelig artikkel
• Oliveira, Luis M.C.; Santana, Vinícius V.; Rodrigues, Alírio E.; Ribeiro, Ana M.; Nogueira, Idelfonso B. R.. (2023) A framework for predicting odor threshold values of perfumes by scientific machine learning and transfer learning. Heliyon
  Vitenskapelig artikkel
• Queiroz, Luana P.; Rebello, Carine Menezes; Almeida Costa, Erbet; Santana, Vinícius V.; Rodrigues, Bruno C. L.; Rodrigues, Alírio E.; Ribeiro, Ana M.; Nogueira, Idelfonso B. R.. (2023) Transfer Learning Approach to Develop Natural Molecules with Specific Flavor Requirements. Industrial & Engineering Chemistry Research
  Vitenskapelig artikkel
• Santos, Rodrigo V. A.; Rebello, Carine; Prudente, Anderson; Santana, Vinicius V.; Ferreira, Alexandre F. P.; Ribeiro, Ana M.; Pontes, Karen V.; Nogueira, Idelfonso B. R.. (2023) Strategies for Simulated Moving Bed Model Parameter Estimation Based on Minimal System Minimal Knowledge: Adsorption Isotherm Equation Screening and Estimability Analysis. Industrial & Engineering Chemistry Research
  Vitenskapelig artikkel
• Lima, Fernando; Rebello, Carine Menezes; Almeida Costa, Erbet; Santana, Vinicius; Moares, Marcellus; Barreto, Amaro; Secchi, Argimiro R.; Souza, Mauricio; Nogueira, Idelfonso B. R.. (2023) Improved modeling of crystallization processes by Universal Differential Equations. Chemical engineering research & design
  Vitenskapelig artikkel
• Almeida Costa, Erbet; de Menezes Rebello, Carine; Viena Santana, Vinicius; Nogueira, Idelfonso B. R.. (2023) Physics-informed neural network uncertainty assessment through Bayesian inference. IFAC-PapersOnLine
  Vitenskapelig artikkel
• Sánchez, Antonio Santos; Junior, Euripedes Pontes; Gontijo, Bernardo Machado; Jong, Pieter de; Nogueira, Idelfonso B. R.. (2023) Replacing fossil fuels with renewable energy in islands of high ecological value: The cases of Galápagos, Fernando de Noronha, and Príncipe. Renewable and Sustainable Energy Reviews
  Vitenskapelig oversiktsartikkel
• Queiroz, Luana P.; Rebello, Carine M.; Costa, Erbet A.; Santana, Vinícius V.; Rodrigues, Bruno C. L.; Rodrigues, Alírio E.; Ribeiro, Ana M.; Nogueira, Idelfonso B. R.. (2023) Generating Flavor Molecules Using Scientific Machine Learning. ACS Omega
  Vitenskapelig artikkel
• Gama, Marlon de Souza; Lima, Fernando Arrais Romero Dias; Santana, Vinícius Viena; Nogueira, Idelfonso B. R.; Tavares, Frederico Wanderley; Júnior, Amaro Gomes Barreto. (2023) A parallel hybrid model for integrating protein adsorption models with deep neural networks. Adsorption
  Vitenskapelig artikkel
• Santana, Vinicius V.; Almeida Costa, Erbet; Rebello, Carine Menezes; Ribeiro, Ana Mafalda; Rackauckas, Christopher; Nogueira, Idelfonso B. R.. (2023) Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach. Chemical Engineering Science (CES)
  Vitenskapelig artikkel
• Costa, Erbet Almeida; Rebello, Carine de Menezes; Fontana, Márcio; Schnitman, Leizer; Nogueira, Idelfonso B. R.. (2023) A Robust Learning Methodology for Uncertainty-Aware Scientific Machine Learning Models. Mathematics
  Vitenskapelig artikkel
• Queiroz, Luana P.; Rebello, Carine M.; Costa, Erbet A.; Santana, Vinícius V.; Rodrigues, Bruno C. L.; Rodrigues, Alírio E.; Ribeiro, Ana M.; Nogueira, Idelfonso B. R.. (2023) A Reinforcement Learning Framework to Discover Natural Flavor Molecules. Foods
  Vitenskapelig artikkel

2022

• Santana, Vinícius V.; Martins, Márcio A. F.; Loureiro, José M.; Ribeiro, Ana M.; Queiroz, Luana P.; Rebello, Carine M.; Rodrigues, Alírio E.; Nogueira, Idelfonso B. R.. (2022) Novel Framework for Simulated Moving Bed Reactor Optimization Based on Deep Neural Network Models and Metaheuristic Optimizers: An Approach with Optimality Guarantee. ACS Omega
  Vitenskapelig artikkel